Rigorous trainer selection
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
- Triple validation: technical, pedagogical, sectoral.
- Minimum rating 4.8/5 over the last 12 sessions.
Describe your need, get a tailored program and a pre-filled quote in 3 min. A 100% free call with an advisor.
Founded by passionate learning and innovation experts, Learni's mission is to make professional training accessible to everyone, anywhere in the world. Our team operates in major hubs — London, New York, Boston — and internationally, to support talents and organizations in upskilling.
Don't let this gap widen
Without this upskilling, your team accumulates a technological gap that translates directly into productivity loss.
Organizations that don't train their talents on key topics see their competitiveness drop.
Every quarter without training is a gap widening with competitors who invest.
The cost of inaction quickly exceeds that of well-targeted training.
Discover advanced principles of BM25 for lexical matching and vector embeddings for semantic similarity, applied to electronic data, through practical workshops on Arduino to index sensor logs, exercises in hybrid score fusion, creation of a first BM25+vector index on real PCB datasets, relevance analysis with Recall/Precision metrics, while developing certifying professional skills.
Dive into building hybrid search pipelines with Elasticsearch for BM25 and FAISS for vectors, adapted to Raspberry Pi in IoT, perform hybrid indexing exercises on circuit data, late/early fusion of rankings, query-time optimization with reranking, tests on concrete cases of electronic schematic search, deliverables include a functional prototype deployed, strengthening enterprise skills.
Optimize hybrid search systems for high performance on large PCB and sensor volumes, via BM25 parameter tuning and vector quantization, workshops on Raspberry Pi clusters for distributed scaling, hybrid bias management, A/B testing relevance, real-time search integration in Arduino gateways, advanced exercises with NDCG metrics, production of optimization reports, certifying skills for professional projects.
Deploy hybrid search engines in production on Arduino and Raspberry Pi, monitoring configuration with Prometheus/Grafana for latency/relevance, API search securing, fault-tolerance and auto-scaling workshops, real use cases in industrial electronics, finalization of a capstone project deliverable, peer-to-peer review, acquisition of immediately deployable enterprise certifying skills.
The Training Hybrid Search (BM25+Vector) - Optimizing Embedded Search program is delivered onsite or remote (blended-learning, e-learning, virtual classroom, remote presence). At Learni, an industry-certified training organization, every program is built to maximize skills acquisition regardless of the chosen format.
The trainer alternates between demonstrative, interrogative and active methods (through hands-on labs and/or scenarios). This pedagogical approach guarantees concrete learning that's immediately applicable at work.
For the smooth delivery of the Training Hybrid Search (BM25+Vector) - Optimizing Embedded Search program, the following equipment is required:
For intra-company training on a site outside Learni, the client commits to providing all required teaching materials (computers, internet, etc.) for the smooth delivery of the program in line with the prerequisites in the communicated program.
Assessment of skills acquired during the Training Hybrid Search (BM25+Vector) - Optimizing Embedded Search program is performed through:
Learni is committed to making its programs accessible. All our programs are accessible to people with disabilities. Our teams are available to adapt the pedagogical methods to your specific needs. Please contact us for any adjustment request.
Learni programs are available inter-company and intra-company, onsite or remote. Enrollments are possible up to 48 business hours before the program starts. Our programs are eligible for corporate funding paths. Contact us to discuss your training project and funding options.
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
Before, during, after: we frame the brief, introduce the trainer, tailor the content and measure impact. You stay in control from kickoff to wrap-up.
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.
No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.
Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.
A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.
Développement WebIndustry-certified
Développement WebIndustry-certified
Développement WebIndustry-certified
Développement WebIndustry-certified
Développement WebIndustry-certified
Développement WebIndustry-certified
ÉlectroniqueIndustry-certified
ÉlectroniqueIndustry-certified
ÉlectroniqueIndustry-certified
ÉlectroniqueIndustry-certified
ÉlectroniqueIndustry-certified
ÉlectroniqueIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Systèmes EmbarquésIndustry-certified
Systèmes EmbarquésIndustry-certified
Systèmes EmbarquésIndustry-certified
Systèmes EmbarquésIndustry-certified
Systèmes EmbarquésIndustry-certified
Systèmes EmbarquésIndustry-certified30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.